{"id":"W7133013021","doi":"","title":"Systemic and discriminatory disciplinary practices and a teacher's struggle for a more socially just and equitable education system","year":2000,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Education Discipline and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discipline; Action (physics); Racism; Higher education; Inequality; Race (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001115543,0.0002582949,0.0003872828,0.0001177868,0.00127827,0.000328949,0.0001521815,0.0003564426,0.00004819411],"category_scores_gemma":[0.0003032949,0.0002552135,0.00005215124,0.0001440949,0.0001900641,0.0004957056,0.00004505413,0.0002204453,0.000002876733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002313272,"about_ca_system_score_gemma":0.002202423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004083551,"about_ca_topic_score_gemma":0.00582626,"domain_scores_codex":[0.9981999,0.0002627265,0.0003397167,0.0005357691,0.0003015645,0.0003603082],"domain_scores_gemma":[0.9984043,0.0002478608,0.0007556655,0.0001969509,0.000193174,0.0002020915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002579841,0.0002803695,0.001865775,0.008040486,0.00009321055,0.000001049271,0.9308594,6.752531e-7,0.0002674485,0.0263741,0.009139704,0.02281973],"study_design_scores_gemma":[0.0002107192,0.00005720791,0.008973091,0.0007916703,0.0002676422,0.0000045621,0.9845326,0.00003150519,0.00001085017,0.0007160213,0.004080183,0.000323952],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544284,0.01013916,0.000005830107,0.002404377,0.0006140893,0.001223331,0.0000341669,0.00008068571,0.0310699],"genre_scores_gemma":[0.9306289,0.001000493,0.0001945322,0.00003262743,0.0007798188,0.0004280642,0.0003878532,0.00003998002,0.0665077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05367313,"threshold_uncertainty_score":0.99999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1114871167773376,"score_gpt":0.5048651188883989,"score_spread":0.3933780021110613,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}